OpenAI API
2 / 3
samples with the brand role
mentioned · cited 1 / 3
LLM visibility monitoring
Track brand visibility in AI answers without hiding the measurement surface.
Measure commercial buyer questions across supported provider APIs, repeat the observations, and inspect mentions, citations, observed entities and source domains behind each result.
Method
“Visible in ChatGPT” needs a precise definition.
BrandPresence currently observes supported OpenAI, Perplexity and Google Gemini API responses. An API observation can inform brand monitoring, but it is not presented as every user’s personalized consumer-interface experience.
- 01
Keep prompts controlled
Save the commercial question, audience context and immutable prompt version so later observations remain comparable.
- 02
Repeat the sample
One probabilistic answer is evidence, not a stable rate. Repeated observations expose variance and provider disagreement.
- 03
Separate answer roles
Distinguish a brand mention, an owned-domain citation and an observed competing entity instead of flattening them into one score.
- 04
Open the source trail
Retain provider-returned citations and source domains with the answer that produced them.
- 05
Connect downstream traffic
Optional GA4 evidence can show attributable AI referrals, while remaining a lower-bound view of AI-assisted journeys.
- 06
Investigate, then remeasure
Use the retained evidence to form a contextual hypothesis, make a customer-controlled change, and observe again.
Answer ledger / observed outcomesIllustrative workspace view · API surface
Buyer question
Which AI visibility tools should a SaaS marketing team shortlist?
Observed answer roles and source coverage stay attached to each provider and repeated sample.
Perplexity API
3 / 3
samples with the brand role
recommended · cited 2 / 3
Google Gemini API
1 / 3
samples with the brand role
mentioned · cited 0 / 3
Observed answer entities
- Semrush3 / 3 samples
- Ahrefs1 / 3 samples
- OtterlyAI1 / 3 samples
Recurring sources
- g2.com2 / 3 provider observations
- searchengineland.com1 / 3 provider observations
Raw answer evidence remains available for inspection; no automatic website change is implied.
Observed recommendation roles are grounded in repeated API answer evidence.
Expand raw answerInspectable output
The Answer Ledger keeps the question beside the answer.
Coverage, sample count, provider, model snapshot, answer text, sources and errors stay inspectable. Unavailable evidence remains unavailable rather than being reported as zero.
Continue the investigation